How AI Solves Problems
The Four Problems AI Solves
7 min+60 XPStep 1/10
Almost everything is one of four moves
Strip away the jargon and nearly every AI application reduces to one of four moves:
- Search & optimization — find the best option among astronomical possibilities: Google Maps picking your route, a chess engine choosing a move, an airline scheduling crews
- Prediction — estimate a number or outcome: delivery ETAs, tomorrow's electricity demand, which customers will churn
- Classification — assign a label: spam or not-spam, tumor or benign, fraud or legit
- Generation — produce something new: a paragraph, an image, a melody
Same engine underneath — patterns learned from data. What differs is the question asked.
insight
When a new 'AI product' launches, ask which move it's making. The answer is almost always one of these four, wrapped in a nice interface.